Pith Number

pith:MAXJP5EV

pith:2025:MAXJP5EVVBQZZEEZZTIQKCLP6M

not attested not anchored not stored refs pending

Data Diversification Methods In Alignment Enhance Math Performance In LLMs

Ben Athiwaratkun, Berkan Dokmeci, Ce Zhang, James Zou, Qingyang Wu, Shuaiwen Leon Song

arxiv:2507.02173 v1 · 2025-07-02 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MAXJP5EVVBQZZEEZZTIQKCLP6M}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:31:13.189020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

602e97f495a8619c9099ccd105096ff3155a0296c7c7cc510b8d0dfc824e075d

Aliases

arxiv: 2507.02173 · arxiv_version: 2507.02173v1 · doi: 10.48550/arxiv.2507.02173 · pith_short_12: MAXJP5EVVBQZ · pith_short_16: MAXJP5EVVBQZZEEZ · pith_short_8: MAXJP5EV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MAXJP5EVVBQZZEEZZTIQKCLP6M \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 602e97f495a8619c9099ccd105096ff3155a0296c7c7cc510b8d0dfc824e075d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e5d5250ccf989c6fd0f2a34e6a4731f93c0d89e63dc1f44625381f36bcd898b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-02T22:12:03Z",
    "title_canon_sha256": "5699647d37629ea483e03b4f762decdd28b7d612f090ad9039b63a22b5e45167"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02173",
    "kind": "arxiv",
    "version": 1
  }
}